Pandas Profiling Report

Dataset statistics

Number of variables	81
Number of observations	7160
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.4 MiB
Average record size in memory	648.0 B

Variable types

BOOL	40
CAT	25
NUM	16

Warnings

`aa2` is highly correlated with `aa`	High correlation
`aa` is highly correlated with `aa2`	High correlation
`clearance` is highly correlated with `clearancecock`	High correlation
`clearancecock` is highly correlated with `clearance`	High correlation
`surg` is highly correlated with `procedure`	High correlation
`procedure` is highly correlated with `surg`	High correlation
`number` has 6470 (90.4%) zeros	Zeros
`angorclasseccs` has 5387 (75.2%) zeros	Zeros

Reproduction

Analysis started	2020-11-30 21:06:05.102758
Analysis finished	2020-11-30 21:07:54.577478
Duration	1 minute and 49.47 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

es1
Real number (ℝ_≥0)

Distinct	1971
Distinct (%)	27.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.357738991
Minimum	0.8810525718
Maximum	88.48248395
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0.8810525718
5-th percentile	1.005392068
Q1	2.08257992
median	4.446640765
Q3	8.627906637
95-th percentile	23.85991488
Maximum	88.48248395
Range	87.60143138
Interquartile range (IQR)	6.545326718

Descriptive statistics

Standard deviation	9.430859073
Coefficient of variation (CV)	1.281760482
Kurtosis	18.92366034
Mean	7.357738991
Median Absolute Deviation (MAD)	2.711523602
Skewness	3.733432062
Sum	52681.41118
Variance	88.94110285
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.505430961	357	5.0%
0.8810525718	292	4.1%
2.08257992	270	3.8%
4.648013684	169	2.4%
1.511351819	137	1.9%
1.333689624	76	1.1%
5.479038476	71	1.0%
3.999065565	67	0.9%
6.352257865	53	0.7%
1.683913851	51	0.7%
Other values (1961)	5617	78.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.8810525718	292	4.1%
0.9411907096	41	0.6%
1.005392068	31	0.4%
1.073925311	34	0.5%
1.147076038	27	0.4%

Value	Count	Frequency (%)
88.48248395	1	< 0.1%
86.37347894	1	< 0.1%
85.88212753	1	< 0.1%
84.87980462	1	< 0.1%
84.47165145	1	< 0.1%

es2
Real number (ℝ_≥0)

Distinct	4802
Distinct (%)	67.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.172159395
Minimum	0.49865156
Maximum	94.42075474
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0.49865156
5-th percentile	0.6691633775
Q1	1.212628256
median	2.432048073
Q3	5.054356684
95-th percentile	18.17426679
Maximum	94.42075474
Range	93.92210318
Interquartile range (IQR)	3.841728428

Descriptive statistics

Standard deviation	9.079529069
Coefficient of variation (CV)	1.75546196
Kurtosis	28.79470349
Mean	5.172159395
Median Absolute Deviation (MAD)	1.481102758
Skewness	4.832278421
Sum	37032.66127
Variance	82.43784811
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.49865156	94	1.3%
0.6733049492	73	1.0%
0.6691633775	49	0.7%
0.8041374276	47	0.7%
0.580551453	40	0.6%
0.6820668878	34	0.5%
0.6743124659	34	0.5%
2.755068384	31	0.4%
0.5546841114	30	0.4%
3.308568087	30	0.4%
Other values (4792)	6698	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.49865156	94	1.3%
0.5017431343	8	0.1%
0.5130028663	9	0.1%
0.5277650158	8	0.1%
0.5310361264	1	< 0.1%

Value	Count	Frequency (%)
94.42075474	1	< 0.1%
91.69791611	1	< 0.1%
89.31071088	1	< 0.1%
85.78511071	1	< 0.1%
85.6218252	1	< 0.1%

genderpat_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	4869
1	2291

Common Values
Chart

Value	Count	Frequency (%)
0	4869	68.0%
1	2291	32.0%

agepat
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.65726257
Minimum	18
Maximum	94
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	18
5-th percentile	37
Q1	55
median	65
Q3	75
95-th percentile	83
Maximum	94
Range	76
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.11531798
Coefficient of variation (CV)	0.2217393179
Kurtosis	0.1595236355
Mean	63.65726257
Median Absolute Deviation (MAD)	10
Skewness	-0.6632493769
Sum	455786
Variance	199.2422018
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	220	3.1%
75	220	3.1%
68	215	3.0%
66	209	2.9%
70	206	2.9%
76	202	2.8%
67	202	2.8%
74	202	2.8%
65	200	2.8%
61	198	2.8%
Other values (67)	5086	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	7	0.1%
19	8	0.1%
20	9	0.1%
21	9	0.1%
22	18	0.3%

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	7	0.1%
90	11	0.2%

smoker
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	3480
past	2534
current	1116
unknown	30

Frequencies
Length

Value	Count	Frequency (%)
no	3480	48.6%
past	2534	35.4%
current	1116	15.6%
unknown	30	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	4
Mean length	3.508100559
Min length	2

arterial_hypertension
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

yes	4024
no	3136

Common Values
Chart

Value	Count	Frequency (%)
yes	4024	56.2%
no	3136	43.8%

diabetes__status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	5348
oral_therapy	1247
insulin	565

Frequencies
Length

Value	Count	Frequency (%)
no	5348	74.7%
oral_therapy	1247	17.4%
insulin	565	7.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	2
Mean length	4.136173184
Min length	2

dyslipidemia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

yes	3591
no	3569

Common Values
Chart

Value	Count	Frequency (%)
yes	3591	50.2%
no	3569	49.8%

coronary_artery_disease
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	4424
stable_angina	1279
non_stemi	735
stemi	722

Frequencies
Length

Value	Count	Frequency (%)
no	4424	61.8%
stable_angina	1279	17.9%
non_stemi	735	10.3%
stemi	722	10.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	2
Mean length	4.98603352
Min length	2

acs_different_
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

_less_than__7_d	6081
_less_than__90_d	605
_larger_than__90_d	474

Frequencies
Length

Value	Count	Frequency (%)
_less_than__7_d	6081	84.9%
_less_than__90_d	605	8.4%
_larger_than__90_d	474	6.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	15
Mean length	15.28310056
Min length	15

previousangioplasty
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6297
yes	863

Common Values
Chart

Value	Count	Frequency (%)
no	6297	87.9%
yes	863	12.1%

recentmi_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6166
1	994

Common Values
Chart

Value	Count	Frequency (%)
0	6166	86.1%
1	994	13.9%

previous_cardiac_surgery
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6435
valvular	574
cabg	68
others	53
combined	30

Frequencies
Length

Value	Count	Frequency (%)
no	6435	89.9%
valvular	574	8.0%
cabg	68	0.9%
others	53	0.7%
combined	30	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	2
Mean length	2.554748603
Min length	2

number
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1272524071
Minimum	0
Maximum	5
Zeros	6470
Zeros (%)	90.4%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4350660287
Coefficient of variation (CV)	3.418921801
Kurtosis	21.32680693
Mean	0.1272524071
Median Absolute Deviation (MAD)	0
Skewness	4.195820158
Sum	911.1272346
Variance	0.1892824493
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	6470	90.4%
1	516	7.2%
2	131	1.8%
3	37	0.5%
4	3	< 0.1%
5	2	< 0.1%
0.1272346369	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6470	90.4%
0.1272346369	1	< 0.1%
1	516	7.2%
2	131	1.8%
3	37	0.5%

Value	Count	Frequency (%)
5	2	< 0.1%
4	3	< 0.1%
3	37	0.5%
2	131	1.8%
1	516	7.2%

extracardiac_arteriopathy
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6178
carotid__larger_than_50_percent_	381
lower_limbs	337
previous_vascular_surgery	264

Frequencies
Length

Value	Count	Frequency (%)
no	6178	86.3%
carotid__larger_than_50_percent_	381	5.3%
lower_limbs	337	4.7%
previous_vascular_surgery	264	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	32
Median length	2
Mean length	4.86801676
Min length	2

extracardiac_arteriopathy_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6178
1	982

Common Values
Chart

Value	Count	Frequency (%)
0	6178	86.3%
1	982	13.7%

previous_cardiac_failure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6034
yes	1126

Common Values
Chart

Value	Count	Frequency (%)
no	6034	84.3%
yes	1126	15.7%

previous_endocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6936
yes	224

Common Values
Chart

Value	Count	Frequency (%)
no	6936	96.9%
yes	224	3.1%

previousembolicevent
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6738
stroke	259
peripheral	101
visceral	47
thrombosis	15

Frequencies
Length

Value	Count	Frequency (%)
no	6738	94.1%
stroke	259	3.6%
peripheral	101	1.4%
visceral	47	0.7%
thrombosis	15	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	2
Mean length	2.313687151
Min length	2

previous_stroke
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6558
ischemic_stroke	341
tia	199
hemorragic_stroke	62

Frequencies
Length

Value	Count	Frequency (%)
no	6558	91.6%
ischemic_stroke	341	4.8%
tia	199	2.8%
hemorragic_stroke	62	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	2
Mean length	2.776815642
Min length	2

neurologic_dysfunction
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6948
yes	212

Common Values
Chart

Value	Count	Frequency (%)
no	6948	97.0%
yes	212	3.0%

neurologic_dysfunction_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6948
1	212

Common Values
Chart

Value	Count	Frequency (%)
0	6948	97.0%
1	212	3.0%

copd
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6466
yes_treated	412
untreaded	282

Frequencies
Length

Value	Count	Frequency (%)
no	6466	90.3%
yes_treated	412	5.8%
untreaded	282	3.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	2
Mean length	2.793575419
Min length	2

copdeurosc_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6748
1	412

Common Values
Chart

Value	Count	Frequency (%)
0	6748	94.2%
1	412	5.8%

ulcer
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6851
yes	309

Common Values
Chart

Value	Count	Frequency (%)
no	6851	95.7%
yes	309	4.3%

neoplasia
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6595
_less_than_5years	469
no_metatstasis	76
metatstasis	20

Frequencies
Length

Value	Count	Frequency (%)
no	6595	92.1%
_less_than_5years	469	6.6%
no_metatstasis	76	1.1%
metatstasis	20	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	17
Median length	2
Mean length	3.135055866
Min length	2

previousradiotherapy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	7024
yes	136

Common Values
Chart

Value	Count	Frequency (%)
no	7024	98.1%
yes	136	1.9%

cirrhosis
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	7085
uncomplicated	45
pht	30

Frequencies
Length

Value	Count	Frequency (%)
no	7085	99.0%
uncomplicated	45	0.6%
pht	30	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	2
Mean length	2.073324022
Min length	2

on_dialysis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	7089
yes	71

Common Values
Chart

Value	Count	Frequency (%)
no	7089	99.0%
yes	71	1.0%

weight
Real number (ℝ_≥0)

Distinct	104
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.41323834
Minimum	32
Maximum	157
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	32
5-th percentile	52
Q1	65
median	75
Q3	85
95-th percentile	101
Maximum	157
Range	125
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.00789338
Coefficient of variation (CV)	0.1990087379
Kurtosis	0.5612346099
Mean	75.41323834
Median Absolute Deviation (MAD)	10
Skewness	0.4647559722
Sum	539958.7865
Variance	225.2368638
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	400	5.6%
80	395	5.5%
75	305	4.3%
60	236	3.3%
65	234	3.3%
85	211	2.9%
78	202	2.8%
90	194	2.7%
72	194	2.7%
68	187	2.6%
Other values (94)	4602	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32	1	< 0.1%
34	1	< 0.1%
35	2	< 0.1%
36	2	< 0.1%
37	2	< 0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
155	1	< 0.1%
140	2	< 0.1%
136	2	< 0.1%
133	2	< 0.1%

height
Real number (ℝ_≥0)

Distinct	66
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	168.4405544
Minimum	135
Maximum	205
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	135
5-th percentile	153
Q1	162
median	169
Q3	175
95-th percentile	183
Maximum	205
Range	70
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.442042055
Coefficient of variation (CV)	0.05605563393
Kurtosis	0.04720404379
Mean	168.4405544
Median Absolute Deviation (MAD)	6
Skewness	-0.001923729444
Sum	1206034.369
Variance	89.15215818
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170	634	8.9%
160	462	6.5%
165	449	6.3%
175	385	5.4%
180	347	4.8%
172	312	4.4%
168	283	4.0%
173	269	3.8%
176	231	3.2%
169	226	3.2%
Other values (56)	3562	49.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
135	2	< 0.1%
140	12	0.2%
141	4	0.1%
142	6	0.1%
143	2	< 0.1%

Value	Count	Frequency (%)
205	4	0.1%
204	1	< 0.1%
202	1	< 0.1%
200	2	< 0.1%
199	3	< 0.1%

bmi
Real number (ℝ_≥0)

Distinct	1934
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.52469675
Minimum	11.97954711
Maximum	50.21913806
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	11.97954711
5-th percentile	19.81361719
Q1	23.45679012
median	26.02461194
Q3	29.06879615
95-th percentile	34.79803646
Maximum	50.21913806
Range	38.23959094
Interquartile range (IQR)	5.612006027

Descriptive statistics

Standard deviation	4.60888587
Coefficient of variation (CV)	0.173758287
Kurtosis	1.195529988
Mean	26.52469675
Median Absolute Deviation (MAD)	2.799180093
Skewness	0.7142305474
Sum	189916.8287
Variance	21.24182897
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.22145329	55	0.8%
25.95155709	47	0.7%
27.6816609	46	0.6%
23.4375	40	0.6%
24.69135802	35	0.5%
25.71166208	35	0.5%
27.34375	34	0.5%
24.48979592	33	0.5%
27.54820937	29	0.4%
26.12244898	28	0.4%
Other values (1924)	6778	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11.97954711	1	< 0.1%
13.42720279	1	< 0.1%
13.59044995	1	< 0.1%
14.42960616	1	< 0.1%
14.60505497	1	< 0.1%

Value	Count	Frequency (%)
50.21913806	1	< 0.1%
49.6031746	1	< 0.1%
48.48783695	1	< 0.1%
48.45679012	1	< 0.1%
47.83950617	1	< 0.1%

cardiac_rhythm
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

sinusal	6310
fa_ou_tsv	850

Frequencies
Length

Value	Count	Frequency (%)
sinusal	6310	88.1%
fa_ou_tsv	850	11.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	7
Mean length	7.237430168
Min length	7

nyhaclass
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

3	2789
4	2161
1	1538
2	672

Frequencies
Length

Value	Count	Frequency (%)
3	2789	39.0%
4	2161	30.2%
1	1538	21.5%
2	672	9.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

angorclasseccs
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5675977654
Minimum	0
Maximum	4
Zeros	5387
Zeros (%)	75.2%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.051361716
Coefficient of variation (CV)	1.852300662
Kurtosis	1.065523578
Mean	0.5675977654
Median Absolute Deviation (MAD)	0
Skewness	1.56780124
Sum	4064
Variance	1.105361459
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	5387	75.2%
2	1002	14.0%
3	502	7.0%
1	174	2.4%
4	95	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5387	75.2%
1	174	2.4%
2	1002	14.0%
3	502	7.0%
4	95	1.3%

Value	Count	Frequency (%)
4	95	1.3%
3	502	7.0%
2	1002	14.0%
1	174	2.4%
0	5387	75.2%

cardiacfailure
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6781
yes	379

Common Values
Chart

Value	Count	Frequency (%)
no	6781	94.7%
yes	379	5.3%

activeendocarditis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6839
yes	321

Common Values
Chart

Value	Count	Frequency (%)
no	6839	95.5%
yes	321	4.5%

activeendocarditis_b
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6839
1	321

Common Values
Chart

Value	Count	Frequency (%)
0	6839	95.5%
1	321	4.5%

criticalpreoperativestate_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6942
1	218

Common Values
Chart

Value	Count	Frequency (%)
0	6942	97.0%
1	218	3.0%

creatinine
Real number (ℝ_≥0)

Distinct	319
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.8511706
Minimum	35
Maximum	999
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	35
5-th percentile	59
Q1	75
median	88
Q3	106
95-th percentile	167
Maximum	999
Range	964
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	65.60877409
Coefficient of variation (CV)	0.6505504466
Kurtosis	70.10723991
Mean	100.8511706
Median Absolute Deviation (MAD)	15
Skewness	7.145745288
Sum	722094.3817
Variance	4304.511238
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	150	2.1%
76	149	2.1%
88	149	2.1%
80	147	2.1%
75	144	2.0%
77	142	2.0%
82	138	1.9%
89	137	1.9%
86	136	1.9%
78	135	1.9%
Other values (309)	5733	80.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	4	0.1%
37	2	< 0.1%
38	1	< 0.1%
39	2	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
999	4	0.1%
998	1	< 0.1%
990	1	< 0.1%
952	1	< 0.1%
949	1	< 0.1%

clearancecock
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1432
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.1890056
Minimum	4.8
Maximum	262.4
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	4.8
5-th percentile	31.195
Q1	54.6
median	74.15
Q3	95.8
95-th percentile	134.6
Maximum	262.4
Range	257.6
Interquartile range (IQR)	41.2

Descriptive statistics

Standard deviation	32.12278539
Coefficient of variation (CV)	0.4161575232
Kurtosis	1.202322134
Mean	77.1890056
Median Absolute Deviation (MAD)	20.55
Skewness	0.7261806962
Sum	552673.2801
Variance	1031.873341
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.18650749	83	1.2%
88.5	20	0.3%
72.1	19	0.3%
73.4	18	0.3%
64.3	17	0.2%
47	17	0.2%
98.3	16	0.2%
76.9	16	0.2%
56.4	16	0.2%
57	16	0.2%
Other values (1422)	6922	96.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.8	1	< 0.1%
5.6	1	< 0.1%
5.9	3	< 0.1%
6.1	1	< 0.1%
6.8	2	< 0.1%

Value	Count	Frequency (%)
262.4	1	< 0.1%
259.5	1	< 0.1%
248.2	1	< 0.1%
247.5	1	< 0.1%
238.8	1	< 0.1%

lvef
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.82437087
Minimum	10
Maximum	89
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	10
5-th percentile	35
Q1	50
median	60
Q3	66
95-th percentile	75
Maximum	89
Range	79
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.97766587
Coefficient of variation (CV)	0.2071387148
Kurtosis	0.4715618029
Mean	57.82437087
Median Absolute Deviation (MAD)	7
Skewness	-0.6577950151
Sum	414022.4954
Variance	143.4644796
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	1442	20.1%
55	701	9.8%
70	656	9.2%
50	631	8.8%
65	440	6.1%
45	347	4.8%
40	241	3.4%
35	168	2.3%
30	153	2.1%
68	116	1.6%
Other values (63)	2265	31.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
15	2	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
20	41	0.6%

Value	Count	Frequency (%)
89	2	< 0.1%
88	3	< 0.1%
87	2	< 0.1%
86	5	0.1%
85	6	0.1%

papsyst
Real number (ℝ_≥0)

Distinct	79
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.26595446
Minimum	10
Maximum	125
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	10
5-th percentile	26
Q1	40
median	42.26595446
Q3	42.26595446
95-th percentile	60
Maximum	125
Range	115
Interquartile range (IQR)	2.265954456

Descriptive statistics

Standard deviation	10.06598156
Coefficient of variation (CV)	0.2381581509
Kurtosis	6.712298828
Mean	42.26595446
Median Absolute Deviation (MAD)	0
Skewness	1.598280518
Sum	302624.2339
Variance	101.3239848
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.26595446	3603	50.3%
30	360	5.0%
40	354	4.9%
35	316	4.4%
45	281	3.9%
50	272	3.8%
25	229	3.2%
55	144	2.0%
60	142	2.0%
70	78	1.1%
Other values (69)	1381	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	5	0.1%
16	2	< 0.1%

Value	Count	Frequency (%)
125	1	< 0.1%
120	1	< 0.1%
113	1	< 0.1%
110	2	< 0.1%
105	2	< 0.1%

lvefisotopic
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.26565144
Minimum	14
Maximum	91
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	14
5-th percentile	55.26565144
Q1	55.26565144
median	55.26565144
Q3	55.26565144
95-th percentile	55.26565144
Maximum	91
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.393408514
Coefficient of variation (CV)	0.07949618615
Kurtosis	28.66663966
Mean	55.26565144
Median Absolute Deviation (MAD)	0
Skewness	-1.399613373
Sum	395702.0643
Variance	19.30203837
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.26565144	6569	91.7%
60	32	0.4%
55	31	0.4%
65	27	0.4%
50	27	0.4%
70	19	0.3%
64	19	0.3%
40	19	0.3%
69	16	0.2%
45	15	0.2%
Other values (63)	386	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	2	< 0.1%
18	1	< 0.1%
19	2	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
91	1	< 0.1%
87	1	< 0.1%
85	3	< 0.1%
84	1	< 0.1%
83	1	< 0.1%

coronaryarterydisease
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	3632
yes	3528

Common Values
Chart

Value	Count	Frequency (%)
no	3632	50.7%
yes	3528	49.3%

valvulopathy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

yes	4124
no	3036

Common Values
Chart

Value	Count	Frequency (%)
yes	4124	57.6%
no	3036	42.4%

singlevalvulopathy
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	3673
ao_stenosis	1743
org_mr	794
aoi	514
mitral_stenosis	361
Other values (2)	75

Frequencies
Length

Value	Count	Frequency (%)
no	3673	51.3%
ao_stenosis	1743	24.3%
org_mr	794	11.1%
aoi	514	7.2%
mitral_stenosis	361	5.0%
fctl_mr	47	0.7%
tricuspid	28	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	2
Mean length	5.421927374
Min length	2

polyvalvulopathy
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6643
yes	517

Common Values
Chart

Value	Count	Frequency (%)
no	6643	92.8%
yes	517	7.2%

tricuspid
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6434
yes	726

Common Values
Chart

Value	Count	Frequency (%)
no	6434	89.9%
yes	726	10.1%

etiology
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	3548
degenerative_or_dystrophic	2145
rheumatic	660
endocarditis	363
congenital	252
Other values (2)	192

Frequencies
Length

Value	Count	Frequency (%)
no	3548	49.6%
degenerative_or_dystrophic	2145	30.0%
rheumatic	660	9.2%
endocarditis	363	5.1%
congenital	252	3.5%
others	183	2.6%
inflammatory	9	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	26
Median length	6
Mean length	10.73854749
Min length	2

redo_a
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6602
autre	162
mitral_valve_repair_failure	123
bioproth_dot__failure	112
endocarditis	75
Other values (3)	86

Frequencies
Length

Value	Count	Frequency (%)
no	6602	92.2%
autre	162	2.3%
mitral_valve_repair_failure	123	1.7%
bioproth_dot__failure	112	1.6%
endocarditis	75	1.0%
prosthetic_valve_thrombosis	52	0.7%
cabg	28	0.4%
yes	6	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	27
Median length	2
Mean length	3.08952514
Min length	2

ascendingaorta
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6563
aneurysm	447
dissection	150

Frequencies
Length

Value	Count	Frequency (%)
no	6563	91.7%
aneurysm	447	6.2%
dissection	150	2.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	2
Mean length	2.542178771
Min length	2

congenitalheartdisease
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	7070
yes	90

Common Values
Chart

Value	Count	Frequency (%)
no	7070	98.7%
yes	90	1.3%

others
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6989
others	85
tumor	62
pericarditis	18
dissection_type_b	4
Other values (2)	2

Frequencies
Length

Value	Count	Frequency (%)
no	6989	97.6%
others	85	1.2%
tumor	62	0.9%
pericarditis	18	0.3%
dissection_type_b	4	0.1%
dissection	1	< 0.1%
transplantation	1	< 0.1%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	17
Median length	2
Mean length	2.109916201
Min length	2

urgency
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6751
yes	409

Common Values
Chart

Value	Count	Frequency (%)
no	6751	94.3%
yes	409	5.7%

urgency_a
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6751
1	409

Common Values
Chart

Value	Count	Frequency (%)
0	6751	94.3%
1	409	5.7%

valvularsurgery
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

yes	4134
no	3026

Common Values
Chart

Value	Count	Frequency (%)
yes	4134	57.7%
no	3026	42.3%

aortic
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	4400
bioprosthesis	1728
mechanical	997
valve_repair	19
homograft	15

Frequencies
Length

Value	Count	Frequency (%)
no	4400	61.5%
bioprosthesis	1728	24.1%
mechanical	997	13.9%
valve_repair	19	0.3%
homograft	15	0.2%
autogreffe	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	13
Median length	2
Mean length	5.81103352
Min length	2

mitral
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	5464
mechanical	662
bioprosthesis	556
valve_repair	478

Frequencies
Length

Value	Count	Frequency (%)
no	5464	76.3%
mechanical	662	9.2%
bioprosthesis	556	7.8%
valve_repair	478	6.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	2
Mean length	4.261452514
Min length	2

triscupid
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6313
valve_repair	766
bioprosthesis	75
mechanical	3
homograft	3

Frequencies
Length

Value	Count	Frequency (%)
no	6313	88.2%
valve_repair	766	10.7%
bioprosthesis	75	1.0%
mechanical	3	< 0.1%
homograft	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	2
Mean length	3.191340782
Min length	2

cabg
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	3738
yes	3422

Common Values
Chart

Value	Count	Frequency (%)
no	3738	52.2%
yes	3422	47.8%

ascendingaortasurgery
Categorical

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6459
bentall_mec	210
ascending_aorta	156
ascending_plus_aortic__valve	102
ascending_aorta_plus_aortic_valve_repair	89
Other values (10)	144

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
no	6459	90.2%
bentall_mec	210	2.9%
ascending_aorta	156	2.2%
ascending_plus_aortic__valve	102	1.4%
ascending_aorta_plus_aortic_valve_repair	89	1.2%
bentall_bio	74	1.0%
ascending_and_arch	49	0.7%
bentall_bio_plus_pac	5	0.1%
ascending_aorta_less_cabg	5	0.1%
ascending_aorta_less_valve_repair	5	0.1%
Other values (5)	6	0.1%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	40
Median length	2
Mean length	3.662988827
Min length	2

others_dot_1
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

no	6822
others	215
tumor	63
congenital	30
myomectomy	27
Other values (2)	3

Frequencies
Length

Value	Count	Frequency (%)
no	6822	95.3%
others	215	3.0%
tumor	63	0.9%
congenital	30	0.4%
myomectomy	27	0.4%
pof	2	< 0.1%
af	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	2
Mean length	2.21047486
Min length	2

weightofproc
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

isolated_cabg	2648
single_non_cabg	2295
2_procedures	1527
3_procedures	690

Frequencies
Length

Value	Count	Frequency (%)
isolated_cabg	2648	37.0%
single_non_cabg	2295	32.1%
2_procedures	1527	21.3%
3_procedures	690	9.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	13
Mean length	13.33142458
Min length	12

intrahospitaldeath
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6754
1	406

Common Values
Chart

Value	Count	Frequency (%)
0	6754	94.3%
1	406	5.7%

d30death
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6833
1	327

Common Values
Chart

Value	Count	Frequency (%)
0	6833	95.4%
1	327	4.6%

aa
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	36
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.465782123
Minimum	1
Maximum	36
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	17
95-th percentile	25
Maximum	36
Range	35
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	8.628943721
Coefficient of variation (CV)	0.9115933167
Kurtosis	-0.849319264
Mean	9.465782123
Median Absolute Deviation (MAD)	6
Skewness	0.6291229964
Sum	67775
Variance	74.45866973
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
1	2460	34.4%
4	220	3.1%
17	220	3.1%
10	215	3.0%
8	209	2.9%
12	206	2.9%
18	202	2.8%
9	202	2.8%
16	202	2.8%
7	200	2.8%
Other values (26)	2824	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2460	34.4%
2	178	2.5%
3	198	2.8%
4	220	3.1%
5	186	2.6%

Value	Count	Frequency (%)
36	1	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	7	0.1%
32	11	0.2%

aa2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	35
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.809357542
Minimum	1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	6
Q3	16
95-th percentile	24
Maximum	35
Range	34
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.298563172
Coefficient of variation (CV)	0.9420168421
Kurtosis	-0.7587018286
Mean	8.809357542
Median Absolute Deviation (MAD)	5
Skewness	0.6976244753
Sum	63075
Variance	68.86615073
Monotocity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
1	2638	36.8%
16	220	3.1%
3	220	3.1%
9	215	3.0%
7	209	2.9%
11	206	2.9%
8	202	2.8%
15	202	2.8%
17	202	2.8%
6	200	2.8%
Other values (25)	2646	37.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2638	36.8%
2	198	2.8%
3	220	3.1%
4	186	2.6%
5	179	2.5%

Value	Count	Frequency (%)
35	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
32	7	0.1%
31	11	0.2%

redo
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6471
1	689

Common Values
Chart

Value	Count	Frequency (%)
0	6471	90.4%
1	689	9.6%

mi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	5703
1	1457

Common Values
Chart

Value	Count	Frequency (%)
0	5703	79.7%
1	1457	20.3%

delaimi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	6686
0	474

Common Values
Chart

Value	Count	Frequency (%)
1	6686	93.4%
0	474	6.6%

renalimpairment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6941
1	219

Common Values
Chart

Value	Count	Frequency (%)
0	6941	96.9%
1	219	3.1%

ua
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7065
1	95

Common Values
Chart

Value	Count	Frequency (%)
0	7065	98.7%
1	95	1.3%

pulmonaryhypertension
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6827
1	333

Common Values
Chart

Value	Count	Frequency (%)
0	6827	95.3%
1	333	4.7%

lv1
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	7027
1	133

Common Values
Chart

Value	Count	Frequency (%)
0	7027	98.1%
1	133	1.9%

lv2
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6008
1	1152

Common Values
Chart

Value	Count	Frequency (%)
0	6008	83.9%
1	1152	16.1%

surgerythoracicaorta
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6459
1	701

Common Values
Chart

Value	Count	Frequency (%)
0	6459	90.2%
1	701	9.8%

procedure
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4512
0	2648

Common Values
Chart

Value	Count	Frequency (%)
1	4512	63.0%
0	2648	37.0%

diabetesoninsulin
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

0	6595
1	565

Common Values
Chart

Value	Count	Frequency (%)
0	6595	92.1%
1	565	7.9%

clearance
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6507
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.18838315
Minimum	5.551
Maximum	262.728
Zeros	0
Zeros (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	5.551
5-th percentile	30.88606047
Q1	54.43321646
median	73.90337954
Q3	96.06110039
95-th percentile	134.8787852
Maximum	262.728
Range	257.177
Interquartile range (IQR)	41.62788392

Descriptive statistics

Standard deviation	32.28511673
Coefficient of variation (CV)	0.4182639331
Kurtosis	1.16818266
Mean	77.18838315
Median Absolute Deviation (MAD)	20.72208338
Skewness	0.7246150068
Sum	552668.8234
Variance	1042.328762
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.18585061	31	0.4%
92.25	11	0.2%
88.56	11	0.2%
108.24	10	0.1%
103.32	9	0.1%
98.4	8	0.1%
94.71	8	0.1%
46.8	6	0.1%
102.09	6	0.1%
110.7	6	0.1%
Other values (6497)	7054	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.551	1	< 0.1%
5.85755511	1	< 0.1%
5.858530806	1	< 0.1%
5.939459459	1	< 0.1%
6.060314136	1	< 0.1%

Value	Count	Frequency (%)
262.728	1	< 0.1%
259.8061224	1	< 0.1%
248.46	1	< 0.1%
247.8222222	1	< 0.1%
239.0885714	1	< 0.1%

surg
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.9 KiB

1	4134
0	2648
2	378

Frequencies
Length

Value	Count	Frequency (%)
1	4134	57.7%
0	2648	37.0%
2	378	5.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	es1	es2	agepat	smoker	arterial_hypertension	diabetes__status	dyslipidemia	coronary_artery_disease	acs_different_	previousangioplasty	previous_cardiac_surgery	number	extracardiac_arteriopathy	previous_cardiac_failure	previous_endocarditis	previousembolicevent	previous_stroke	neurologic_dysfunction	copd	copdeurosc_a	ulcer	neoplasia	previousradiotherapy	cirrhosis	on_dialysis	weight	height	bmi	cardiac_rhythm	nyhaclass	angorclasseccs	cardiacfailure	activeendocarditis	activeendocarditis_b	creatinine	clearancecock	lvef	papsyst	lvefisotopic	coronaryarterydisease	valvulopathy	singlevalvulopathy	polyvalvulopathy	tricuspid	etiology	redo_a	ascendingaorta	congenitalheartdisease	others	urgency	urgency_a	valvularsurgery	aortic	mitral	triscupid	cabg	ascendingaortasurgery	others_dot_1	weightofproc	intrahospitaldeath	d30death	aa	aa2	redo	mi	delaimi	surgerythoracicaorta	procedure	clearance	surg
0	4.250268	1.237539	75	past	yes	oral_therapy	yes	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	untreaded	0	no	no_metatstasis	no	no	no	91.0	180.0	28.086420	sinusal	1	0	no	no	0	119.0	61.1	52.0	40.000000	57.000000	no	yes	ao_stenosis	no	no	degenerative_or_dystrophic	no	no	no	no	no	0	yes	bioprosthesis	no	no	no	no	no	single_non_cabg	0	0	17	16	0	0	1	0	1	61.138235	1
1	40.512347	22.124230	67	no	yes	oral_therapy	no	non_stemi	_larger_than__90_d	no	valvular	1.0	no	no	no	no	hemorragic_stroke	no	no	0	no	no	no	no	no	85.0	175.0	27.755102	sinusal	3	0	no	yes	1	72.0	105.9	68.0	38.000000	55.265651	no	yes	aoi	no	no	endocarditis	endocarditis	no	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	0	0	9	8	1	1	0	1	1	106.002083	1
2	11.695322	12.590731	74	past	yes	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	no	no	no	no	74.0	177.0	23.620288	sinusal	3	2	no	no	0	131.0	45.8	72.0	40.000000	55.265651	no	no	no	no	no	no	no	aneurysm	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	1	1	16	15	0	0	1	1	1	45.857405	1
3	8.155408	4.889382	68	past	yes	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	tia	no	no	0	no	no	no	no	no	72.0	186.0	20.811655	sinusal	3	0	no	no	0	73.0	87.2	67.0	35.000000	55.265651	no	yes	no	no	no	others	no	aneurysm	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	0	0	10	9	0	0	1	1	1	87.346849	1
4	8.155408	5.502809	68	past	no	oral_therapy	yes	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	_less_than_5years	yes	no	no	64.0	169.0	22.408179	sinusal	3	0	no	no	0	88.0	64.3	55.0	25.000000	55.265651	no	yes	aoi	no	no	congenital	no	aneurysm	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	0	0	10	9	0	0	1	1	1	64.407273	1
5	4.648014	4.430013	56	no	no	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	no	no	no	no	64.0	173.0	21.383942	sinusal	3	0	no	no	0	102.0	64.7	60.0	42.265954	55.265651	no	yes	ao_stenosis	no	no	degenerative_or_dystrophic	no	aneurysm	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	0	0	1	1	0	0	1	1	1	64.828235	1
6	4.648014	3.308568	25	no	no	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	no	no	no	no	60.0	167.0	21.513859	sinusal	3	0	no	no	0	94.0	90.2	60.0	25.000000	55.265651	no	yes	no	no	no	congenital	no	aneurysm	yes	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio	others	3_procedures	0	0	1	1	0	0	1	1	1	90.287234	1
7	12.694080	17.946738	68	past	yes	no	no	no	_less_than__7_d	no	no	0.0	no	no	yes	no	no	no	yes_treated	1	no	no	no	no	no	61.0	167.0	21.872423	sinusal	4	0	no	no	0	118.0	45.7	50.0	42.265954	55.265651	no	yes	aoi	no	no	degenerative_or_dystrophic	no	aneurysm	no	no	no	0	yes	bioprosthesis	no	no	no	bentall_bio_plus_fop	others	3_procedures	0	0	10	9	0	0	1	1	1	45.781017	1
8	21.268623	15.390011	74	no	no	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	no	no	no	no	74.0	170.0	25.605536	sinusal	4	0	no	no	0	112.0	53.6	55.0	42.265954	55.265651	yes	no	no	no	no	no	no	dissection	no	no	yes	1	yes	bioprosthesis	no	no	yes	bentall_bio_plus_pac	others	3_procedures	1	1	16	15	0	0	1	1	1	53.636786	1
9	5.275674	4.552333	61	current	no	no	no	no	_less_than__7_d	no	no	0.0	no	no	no	no	no	no	no	0	no	no	no	no	no	83.0	174.0	27.414454	sinusal	3	0	no	no	0	102.0	79.0	60.0	42.265954	65.000000	no	yes	aoi	no	no	no	no	aneurysm	yes	others	no	0	yes	mechanical	no	no	no	bentall_mec	others	3_procedures	0	0	3	2	0	0	1	1	1	79.069706	1

Last rows

	es1	es2	agepat	smoker	arterial_hypertension	diabetes__status	dyslipidemia	coronary_artery_disease	acs_different_	previousangioplasty	recentmi_a	previous_cardiac_surgery	number	extracardiac_arteriopathy	extracardiac_arteriopathy_a	previous_cardiac_failure	previous_endocarditis	previousembolicevent	previous_stroke	neurologic_dysfunction	copd	copdeurosc_a	ulcer	neoplasia	previousradiotherapy	cirrhosis	on_dialysis	weight	height	bmi	cardiac_rhythm	nyhaclass	angorclasseccs	cardiacfailure	activeendocarditis	criticalpreoperativestate_a	creatinine	clearancecock	lvef	papsyst	lvefisotopic	coronaryarterydisease	valvulopathy	singlevalvulopathy	polyvalvulopathy	tricuspid	etiology	redo_a	ascendingaorta	congenitalheartdisease	others	urgency	valvularsurgery	aortic	mitral	triscupid	cabg	ascendingaortasurgery	others_dot_1	weightofproc	intrahospitaldeath	d30death	aa	aa2	redo	mi	delaimi	lv1	lv2	procedure	diabetesoninsulin	clearance	surg
7150	4.286593	2.724217	57	past	no	no	yes	no	_less_than__7_d	yes	0	no	0.0	lower_limbs	1	yes	no	no	no	no	no	0	no	no	no	no	no	70.0	170.0	24.221453	sinusal	4	0	no	no	0	94.0	75.9	40.0	42.265954	45.000000	yes	no	no	no	no	no	no	no	no	pericarditis	no	no	no	no	no	no	no	others	single_non_cabg	0	0	1	1	0	0	1	0	1	1	0	76.024468	2
7151	1.505431	1.640286	50	no	yes	insulin	yes	no	_less_than__7_d	no	0	no	0.0	no	0	yes	no	no	no	no	no	0	no	no	no	no	no	114.0	176.0	36.802686	sinusal	3	0	no	no	0	148.0	85.2	78.0	42.265954	74.000000	no	yes	ao_stenosis	no	no	degenerative_or_dystrophic	no	no	no	pericarditis	no	yes	mechanical	no	no	no	no	others	2_procedures	0	0	1	1	0	0	1	0	0	1	1	85.268919	1
7152	3.837050	5.165886	66	no	no	no	yes	no	_less_than__7_d	no	0	no	0.0	no	0	yes	no	no	ischemic_stroke	no	yes_treated	1	yes	no	no	no	no	88.0	171.0	30.094730	sinusal	4	0	no	no	0	84.0	95.2	50.0	33.000000	55.265651	no	yes	org_mr	no	yes	no	no	no	no	pericarditis	no	yes	no	bioprosthesis	valve_repair	no	no	others	3_procedures	1	1	8	7	0	0	1	0	0	1	0	95.354286	1
7153	1.505431	6.147625	43	no	yes	no	no	no	_less_than__7_d	no	0	no	0.0	no	0	yes	no	no	no	no	no	0	no	no	no	no	no	55.0	171.0	18.809206	fa_ou_tsv	4	0	no	no	0	138.0	47.5	63.0	46.000000	55.265651	no	yes	org_mr	no	no	degenerative_or_dystrophic	no	no	no	no	no	yes	no	mechanical	valve_repair	no	no	others	3_procedures	0	0	1	1	0	0	1	0	0	1	0	47.551087	1
7154	13.792281	10.043518	71	current	yes	oral_therapy	yes	non_stemi	_less_than__90_d	yes	1	cabg	1.0	no	0	yes	no	no	no	no	untreaded	0	no	no	no	no	no	66.0	166.0	23.951227	sinusal	2	3	no	no	0	178.0	31.4	55.0	42.265954	55.265651	yes	no	no	no	no	no	cabg	no	no	no	no	no	no	no	no	yes	no	others	2_procedures	0	0	13	12	1	1	1	0	0	1	0	31.468652	2
7155	4.250268	1.464295	75	no	yes	oral_therapy	yes	stable_angina	_less_than__7_d	no	0	no	0.0	no	0	no	no	no	no	no	no	0	no	_less_than_5years	no	no	no	83.0	172.0	28.055706	sinusal	2	2	no	no	0	75.0	88.4	70.0	42.265954	55.265651	yes	no	no	no	no	no	no	no	no	pericarditis	no	no	no	no	no	yes	no	others	2_procedures	0	0	17	16	0	0	1	0	0	1	0	88.478000	2
7156	7.542833	5.017429	68	past	yes	oral_therapy	yes	stemi	_larger_than__90_d	no	0	no	0.0	previous_vascular_surgery	1	no	no	no	no	no	no	0	no	no	no	no	no	87.0	174.0	28.735632	sinusal	1	0	no	no	0	108.0	71.3	35.0	42.265954	55.265651	yes	yes	tricuspid	no	no	degenerative_or_dystrophic	no	no	no	no	no	yes	no	no	valve_repair	yes	no	others	3_procedures	0	0	10	9	0	1	0	0	1	1	0	71.340000	1
7157	2.441623	1.054651	58	current	no	no	no	no	_less_than__7_d	no	0	no	0.0	no	0	no	no	no	no	no	yes_treated	1	no	no	no	no	no	80.0	166.0	29.031790	sinusal	4	0	no	no	0	79.0	102.0	65.0	42.265954	55.265651	no	no	no	no	no	no	no	no	no	pericarditis	no	no	no	no	no	no	no	others	single_non_cabg	0	0	1	1	0	0	1	0	0	1	0	102.136709	2
7158	3.999066	5.941663	56	past	no	no	no	no	_less_than__7_d	no	0	valvular	2.0	no	0	yes	no	no	no	no	no	0	no	no	no	no	no	75.0	169.0	26.259585	fa_ou_tsv	4	0	no	no	0	124.0	62.4	62.0	42.265954	55.265651	no	yes	tricuspid	no	yes	rheumatic	autre	no	no	no	no	yes	no	no	bioprosthesis	no	no	others	2_procedures	0	0	1	1	1	0	1	0	0	1	0	62.491935	1
7159	23.540461	46.144126	23	no	no	no	no	no	_less_than__7_d	no	0	valvular	1.0	no	0	yes	no	no	no	no	no	0	no	no	no	no	no	90.0	192.0	24.414062	sinusal	4	0	no	no	1	113.0	114.5	10.0	58.000000	55.265651	no	no	no	no	no	no	autre	no	no	transplantation	no	no	no	no	no	no	no	others	single_non_cabg	0	0	1	1	1	0	1	1	0	1	0	114.618584	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows